Best Data Analysis Software
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Compare the Top Data Analysis Software as of January 2026
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What is Data Analysis Software?
Data analysis software is software used to collect, process, and interpret large datasets to identify patterns, trends, and insights. It allows users to visualize data through interactive charts, graphs, and dashboards, making complex information more accessible. These tools often incorporate statistical, predictive, and machine learning features to support informed decision-making. Data analysis software is utilized across various industries, including finance, healthcare, marketing, and research, to enhance strategic planning and operational efficiency. By transforming raw data into actionable insights, it empowers organizations to make data-driven decisions. Compare and read user reviews of the best Data Analysis software currently available using the table below. This list is updated regularly.
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1
Teradata VantageCloud
Teradata
Teradata VantageCloud is a cloud-native platform designed for advanced data analysis at enterprise scale. It unifies structured and semi-structured data across multi-cloud and hybrid environments, enabling users to run complex SQL queries, perform statistical analysis, and deploy AI/ML models—all within a single, scalable system. VantageCloud supports open-source tools like Python, R, and Jupyter, and integrates with popular BI platforms for visualization. Its high-performance engine and open architecture make it ideal for organizations seeking deep insights, operational intelligence, and real-time decision-making from diverse data sources. -
2
Google Cloud BigQuery
Google
BigQuery offers high-performance tools for analyzing large datasets quickly and accurately, enabling businesses to extract valuable insights from their data. It supports both structured and semi-structured data, making it versatile for different types of data analysis, from simple queries to advanced analytics. Whether it’s running complex aggregations or time-series analyses, BigQuery’s scalability ensures consistent performance across a range of tasks. New customers can use their $300 in free credits to explore its full suite of data analysis tools, helping them gain insights and make data-driven decisions faster. The platform also supports real-time analytics, allowing businesses to react to data changes as they happen.Starting Price: Free ($300 in free credits) -
3
Quaeris
Quaeris, Inc.
Align analytics to your everyday business workflows. Your business relies on people, data and documents, but the process of using them is broken. QuaerisAI enables seamless downstream workflows across your People, Documents and Data Assets. Use natural language search on data, documents and collaborate in private or within Communities - all in one platform! QuaerisAI offers time savings of at-least 30 minutes to an hour/day/resource - imagine the productivity enhancements you give your users without the expense of buying and consolidating a bunch of AI tools. Quaeris can be rolled out to team of 10s or 1000s of users seamlessly within a matter of days - without much need of IT, and that is why IT & data teams love us!Starting Price: $100 per month -
4
icCube
icCube
icCube is a Swiss embeddable analytics solution designed for B2B SaaS product and development teams to deeply embed analytic capabilities inside their applications. Dashboards will seamlessly blend into the SaaS solution’s UI and UX experience, while resting on top of icCube’s robust analytical engine, allowing to consume complex data models needing sophisticated data security. With a dev2dev approach, icCube's team accompanies clients to successfully and quickly get into production. At icCube, we understand that navigating the complexities of data can be daunting. That’s why we’re excited to introduce also our Data Analytics Boutique Services, designed to empower both existing and new clients in achieving seamless data integration, robust data security, insightful analytics, effective decision automation and dashing reports. We partner with our clients at all stages and all phases of their projects and product roadmaps. From a quick review up to a full project and productStarting Price: $20,000/year -
5
Composable DataOps Platform
Composable Analytics
Composable is an enterprise-grade DataOps platform built for business users that want to architect data intelligence solutions and deliver operational data-driven products leveraging disparate data sources, live feeds, and event data regardless of the format or structure of the data. With a modern, intuitive dataflow visual designer, built-in services to facilitate data engineering, and a composable architecture that enables abstraction and integration of any software or analytical approach, Composable is the leading integrated development environment to discover, manage, transform and analyze enterprise data.Starting Price: $8/hr - pay-as-you-go -
6
Omniscope Evo
Visokio
Visokio builds Omniscope Evo, complete and extensible BI software for data processing, analytics and reporting. A smart experience on any device. Start from any data in any shape, load, edit, blend, transform while visually exploring it, extract insights through ML algorithms, automate your data workflows, and publish interactive reports and dashboards to share your findings. Omniscope is not only an all-in-one BI tool with a responsive UX on all modern devices, but also a powerful and extensible platform: you can augment data workflows with Python / R scripts and enhance reports with any JS visualisation. Whether you’re a data manager, scientist or analyst, Omniscope is your complete solution: from data, through analytics to visualisation.Starting Price: $59/month/user -
7
Kochava
Kochava
Kochava is a real-time data solutions company offering a comprehensive growth stack of solutions for data-driven advertisers. We empower advertisers to measure what matters with tools that deliver better insights and actionable data in one operational platform. Advertisers can map their growth journey with Kochava, leveraging mobile measurement partner (MMP) services, a next-generation marketing mix modeling (MMM) SaaS platform, and a premium platform for search ads automation and app store optimization (ASO). Kochava's MMM SaaS and search ads automation/ASO platforms work with advertisers using Kochava or any other MMP. With a culture of customer-driven innovation, dedication to data security, and the most powerful tools in the ecosystem, Kochava is trusted by top brands to harness their data for growth. Headquartered in Sandpoint, ID, the company has offices globally.Starting Price: FREE -
8
Grow
Epicor Software
Grow is a no-code full-stack business intelligence (BI) platform that empowers everyone in your organization to make data-driven decisions. By combining ETL, data warehousing and visualization in one easy-to-use platform, any organization can connect and explore its data to surface insights. And our unlimited-user license model gives everyone access to the answers they need without waiting in line for an analyst. Now everyone can make great decisions in real-time to accelerate their growth. Plus: - Unlimited Users - 100+ Integrations - No SQL needed (but available to use) - Support from BI Consultants - Simple ETL - Dynamic Dashboards -
9
Q.Shop
QDataHub
Q.Shop, formerly known as Quince Shop Floor Data Collector, is a manufacturing software solution that is specifically designed for those in the repair and overhaul industry. Repair and overhaul manufacturing can be labour intensive and complex. Q.Shop is a unified data collection system that brings together shop floor inspection plans, process manuals, work instructions, and machinery inputs in one place. Q.Shop platform facilitates traceability and simplifies collaboration among technicians, supervisors, and managers. Q.Shop manufacturing solution also offers a complete job and employee scheduler. It maximizes process efficiency, in regard to not only machine operation but also personnel placement. Operators are scheduled based on their shift hours, experiences, skill levels and amount of achieved certifications/ licenses. Q.Shop increases productivity by providing the most suitable schedule for your current workforce, machinery, inventory and sales volume. -
10
Data V
Skillmine Technology Consulting Pvt Ltd
DataV is an advanced analytics and visualization platform designed to help organizations transform raw data into actionable insights via static as well as dynamic visualizations. It enables data-driven decision-making through powerful data modeling, AI-assisted analytics, and dynamic visualization dashboards. With seamless data integration, automated reporting, predictive insights, and collaborative features, DataV empowers businesses to monitor performance, identify trends, and make informed strategic decisions all from a single, unified interface. -
11
DataMelt
jWork.ORG
DataMelt (or "DMelt") is an environment for numeric computation, data analysis, data mining, computational statistics, and data visualization. DataMelt can be used to plot functions and data in 2D and 3D, perform statistical tests, data mining, numeric computations, function minimization, linear algebra, solving systems of linear and differential equations. Linear, non-linear and symbolic regression are also available. Neural networks and various data-manipulation methods are integrated using Java API. Elements of symbolic computations using Octave/Matlab scripting are supported. DataMelt is a computational environment for Java platform. It can be used with different programming languages on different operating systems. Unlike other statistical programs, it is not limited to a single programming language. This software combines the world's most-popular enterprise language, Java, with the most popular scripting language used in data science, such as Jython (Python), Groovy, JRuby.Starting Price: $0 -
12
Zoho Analytics
Zoho
Get powerful actionable insights on your business with Zoho Analytics (formerly Zoho Reports), a self-service business intelligence and analytics software. With Zoho Analytics, businesses can connect and import data from any source, analyze data through visual reports and dashboards, and share and collaborate on reports and dashboards securely. The platform also offers out-of-the-box integrations with leading business apps.Starting Price: $30 per month -
13
Looker
Google
Looker, Google Cloud’s business intelligence platform, enables you to chat with your data. Organizations turn to Looker for self-service and governed BI, to build custom applications with trusted metrics, or to bring Looker modeling to their existing environment. The result is improved data engineering efficiency and true business transformation. Looker is reinventing business intelligence for the modern company. Looker works the way the web does: browser-based, its unique modeling language lets any employee leverage the work of your best data analysts. Operating 100% in-database, Looker capitalizes on the newest, fastest analytic databases—to get real results, in real time. -
14
Mixpanel
Mixpanel
At Mixpanel, our mission is to increase the rate of innovation. Not only as a company, but for the businesses we serve. Through our analytics and engagement product, companies can analyze how and why their users engage, convert, and retain in real-time across web, mobile, and smart devices. Then they can use that data to improve their business and products. Mixpanel serves over 26,000 companies from different industries around the world, including Samsung, Twitter, and BMW. Headquartered in San Francisco, Mixpanel has offices in New York, Seattle, Austin, London, Barcelona, Paris, and Singapore. Great products are built by teams who know their users. Go beneath the surface to learn which features are popular, who your power users are, and the behaviors tied to long-term retention. See which features are popular and how many power users you have.Starting Price: $89 per month -
15
QuerySurge
RTTS
QuerySurge leverages AI to automate the data validation and ETL testing of Big Data, Data Warehouses, Business Intelligence Reports and Enterprise Apps/ERPs with full DevOps functionality for continuous testing. Use Cases - Data Warehouse & ETL Testing - Hadoop & NoSQL Testing - DevOps for Data / Continuous Testing - Data Migration Testing - BI Report Testing - Enterprise App/ERP Testing QuerySurge Features - Projects: Multi-project support - AI: automatically create datas validation tests based on data mappings - Smart Query Wizards: Create tests visually, without writing SQL - Data Quality at Speed: Automate the launch, execution, comparison & see results quickly - Test across 200+ platforms: Data Warehouses, Hadoop & NoSQL lakes, databases, flat files, XML, JSON, BI Reports - DevOps for Data & Continuous Testing: RESTful API with 60+ calls & integration with all mainstream solutions - Data Analytics & Data Intelligence: Analytics dashboard & reports -
16
datapine
RIB Software GmbH
datapine’s business intelligence and dashboard software helps people to turn data into actionable insights and make data-driven decisions in real-time. A user-friendly drag & drop interface empowers managers to data scientists to visualize and analyze complex data by asking important business questions and receiving answers immediately. It offers a wealth of innovative analytics features like predictive analytics and dynamic, interactive business dashboards for modern, KPI driven businesses. Dozens of fast and easy data connectors to all common data sources (databases, flat files, social media, marketing analytics, CRM, ERP, helpdesk etc.) and a wealth of pre-build dashboard templates for different business functions (marketing, sales, management, HR etc.), industries (retail, logistics, healthcare, market research etc.) and platforms (Google Analytics, Facebook, Twitter, Zendesk etc.) help new users to get started quickly. datapine is a RIB Software GmbH solution.Starting Price: $249.00/month -
17
Zuar Portal
Zuar, Inc.
The first customer portal built to change as often as your customers' requirements do. Easily create, personalize, update, and maintain a data-driven customer experience with Zuar. Behind every “adoption” problem is a series of issues with UI/UX design, slow response times, limited functionality, manual processes, and a lean overworked team tasked with increasing retention KPIs and OKRs. We know it is essential to provide a consistent, omnichannel experience across various platforms and devices. Zuar is the cornerstone of a data-driven customer experience strategy, which aims to empower businesses by leveraging interconnected data to build trust and transparency. Zuar integrates with business intelligence leaders, like Tableau, Power BI, and ThoughtSpot, and cloud database providers, like Snowflake, Google Cloud, Redshift, and Databricks. -
18
Pentaho
Hitachi Vantara
With an integrated product suite providing data integration, analytics, cataloging, optimization and quality, Pentaho+ enables seamless data management, driving innovation and informed decision-making. Pentaho+ has helped customers achieve a 3x increase in improved data trust, a 7x increase in impactful business results and most importantly, a 70% increase in productivity. -
19
JMP Statistical Software
JMP Statistical Discovery
JMP, data analysis software for Mac and Windows, combines the strength of interactive visualization with powerful statistics. Importing and processing data is easy. The drag-and-drop interface, dynamically linked graphs, libraries of advanced analytic functionality, scripting language and ways of sharing findings with others, allows users to dig deeply into their data, with greater ease and speed. Originally developed in the 1980’s to capture the new value in GUI for personal computers, JMP remains dedicated to adding cutting-edge statistical methods and special analysis techniques from a variety of industries to the software’s functionality with each release. The organization's founder, John Sall, still serves as Chief Architect.Starting Price: $1320/year/user -
20
Megaladata
Megaladata
Megaladata is the fastest low-code platform for advanced analytics, enabling business users to design and run end-to-end data workflows—ù, from ETL to ML, without coding or IT support. With visual design tools and ready-made components, it simplifies data integration, cleansing, and deep analysis. The platform supports both self-service and enterprise-grade systems, handling big data with high performance. IT has integrations with more then 50 of the main databases' software and online datasets, other then native compatibility with Micrsoft ecosystem and Python. Available as a desktop, server, or cloud solution, Megaladata is used across industries like banking, retail, logistics, and healthcare. Free, interactive training online courses help users solve real business problems efficiently.Starting Price: Free, Community Edition -
21
Number Analytics
Number Analytics LLC
Number Analytics is a web based statistical software for marketing research with easy to use interface working on the cloud. It has basic statistical analysis like t-test, ANOVA, regression analysis, and more marketing focused applications like choice based conjoint analysis and perceptual mapping.Starting Price: $29.00/month/user -
22
AnswerDock
AnswerDock
AnswerDock is an AI-driven analytics platform for the enterprise. It provides answers to business users' questions and allows them to make better and faster decisions, without the need for data analysts. Get instant insights from your data warehouse via live query (available for Snowflake, Amazon Redshift, Microsoft Synapse, Google Bigquery). You can also upload excel files or connect to traditional relational databases (Mysql, SQL Server, etc.) and 3rd-party APIs such as Google Analytics. Try AnswerDock on a sample retail dataset. No need for registration or login. Try AnswerDock on your own data by signing up to the free version (all features). Using AnswerDock, business users create their own reports and dashboards by typing their questions, just like using a web search engine. Need a sales report? type Top 10 Sales People by growth in number of leads this quarter. AnswerDock runs the analysis and displays the optimal visualization instantly, its that simple.Starting Price: $495 per month -
23
FS.net
Symbrium
A robust reporting and analytics software suite that displays custom reports of your factory’s SPC quality and OEE/production data to get “the big picture” of your enterprise at any time, from anywhere. Connect your whole enterprise and run custom reports from one machine, one plant or the whole company! View any aspect of your plant, past or present, using a variety of filters. Manage workstations, control processes, configure machines, calibrate sensors and more from your computer or phone anywhere in the world. Set routing and quality events at each step of your process to be sure a part or unit is ready before it moves to the next stage. Send custom alerts from any plant or machine right to your cell phone or inbox for viewing wherever you are. Get a live view of quality and performance insights to make sure you’re on track for success. Error and mistake proofing, view the entire history and progress of a single part in your operation. -
24
Windsor.ai
Windsor.ai
Connecting all marketing data. See the value and ROAS of every marketing touchpoint. Multi-touch marketing attribution models. Get all your marketing data and metrics into any tool. Optimize marketing ROI for all channels. Connecting all marketing data with our marketing attribution platform give marketers an increase in marketing ROI of 15-44%. Measure ROI for every channel, campaign, keyword and creative. Take into account cancellations, returns and offline conversions from CRM. Automate collecting all marketing data and minimize time spent on preparing and formatting. Focus instead on insights. With our advanced marketing attribution software, you can easily use all your data where and when you need. With our connectors and APIs it's easy to consume the data in any tool. Analyze and optimize customer journeys across all touch-points. Our marketing attribution software and budget optimiser helps you save time when optimising budgets.Starting Price: $19 per month -
25
Bitclu
Bitclu
Bitclu is a high-performance Amazon product analytics tool specially designed for Amazon sellers. Our tool offers some unique features such as live graphs to track real-time sales, profit estimation of each product taking into consideration the total cost, commission, handling, shipping, promotion, and profit. Bitclu offers detailed information on almost all key metrics that can help Amazon sellers make the right business decisions. Our flexible charts provide a quick analysis of the key product indicators. We have included filters that can help you refine the results according to your desired date, year, or month. Our software broadly offers the following features: • Comprehensive dashboard • Sales Analytics • Accurate Profit margin • Detailed Conversion reportsStarting Price: $19.99/Month -
26
DataClarity Unlimited Analytics
DataClarity
DataClarity Unlimited Analytics is the only free modern embeddable data and analytics platform in the world that provides a self-service, powerful, secure and seamless end-to-end experience. Highlights: SIMPLIFIED DATA INTEGRATION – Easily connect, join, curate, cache and catalog diverse data through drag and drop, custom SQL builder & AI-powered data profiling. | INTERACTIVE DASHBOARDS – craft compelling reports using 80 stunning visualizations, geospatial maps and flexibility to bring your own charts. | REAL-TIME ANALYSIS – Perform advanced analysis & data exploration using drill-down, drill-through, filters, built-in statistical & predictive models, or your own Python and R code. | SEAMLESS APPLICATION INTEGRATION – Achieve smooth integration with versatile APIs, tailor-made configurations & flexible embedding features. | SECURITY & GOVERNANCE – Ensure adherence to your security guidelines, governance standards, multitenancy, row-level data protection, and Single Sign-On (SSO).Starting Price: FREE -
27
Dataiku
Dataiku
Dataiku is an advanced data science and machine learning platform designed to enable teams to build, deploy, and manage AI and analytics projects at scale. It empowers users, from data scientists to business analysts, to collaboratively create data pipelines, develop machine learning models, and prepare data using both visual and coding interfaces. Dataiku supports the entire AI lifecycle, offering tools for data preparation, model training, deployment, and monitoring. The platform also includes integrations for advanced capabilities like generative AI, helping organizations innovate and deploy AI solutions across industries. -
28
Minitab Statistical Software
Minitab
For 50 years, Minitab has helped thousands of companies and institutions spot trends, solve problems, and discover valuable insights in their data through our comprehensive, best-in-class suite of data analysis and process improvement tools. Our namesake product, Minitab Statistical Software, leads the way in data analysis with the power to visualize, analyze and harness your data to gain insights and solve your toughest challenges. Access trusted, proven and modern analytics combined with dynamic visualizations to empower you and your decisions. The latest version of Minitab Statistical Software includes access to Minitab on the cloud so you can analyze from anywhere, and Graph Builder, our new interactive tool to instantly create multiple graph options at once. Minitab offers modules for Predictive Analytics and Healthcare to boost your analytics even further. Available in 8 languages: English, Chinese, French, German, Japanese, Korean, Spanish, and Portuguese. -
29
Germain UX
Germain UX
No need to talk to the users to know what they experienced (replay, behavior insights, etc). End-2-end Transaction Insights (business, technology, etc). User interface design or technology issues may contribute to poor user experience. Germain UX identifies use cases and root-cause of issues down to the user click and scenario and technology (network request, code, sql, etc). Lack of training, poor organization, attrition may contribute to ineffective business operations. Germain UX identifies main gaps and their root-cause, in real-time and 24×7. Overloaded call center, lack of expertise, hard to find information on a website may all contribute to low prospect conversion rate. Germain UX helps identify actionable insights. Ineffective product or service, lack of support, hard-to-find online material, may all contribute to a poor customer experience and attrition. Germain UX identifies actionable insights around that, 24×7 and in real-time.Starting Price: $460 per month -
30
Userpilot
Userpilot
Userpilot is an all-in-one platform for Product & UX teams. It combines Product Analytics, In-app Engagement and In-app Surveys to help you increase product adoption through powerful in-app experiences, actionable product analytics and user feedback. Userpilot allows Product, UX, marketing and Customer Success teams to build user onboarding flows, launch product announcements, improve your UX & product adoption, provide self-serve support, and collect feedback in-app , all code-free. It also provides powerful Product Analytics tools (funnels, trends, paths, cohorts) so you can make informed, data-driven product decisions. With its Custom Dashboards, you can build bespoke analytics dashboards by dragging and droping your favorite reports or using a ready-made template. We also provide event autocapture and session replay. Integrations: Mixpanel, Amplitude, Heap, Intercom, Segment, Webhooks, HubSpot, Salesforce.Starting Price: $249 per month
